Why adjust for one-time changes in ratemaking?
So that the data is most representative of the future policy period being priced. Not making these adjustments might lead to excessive or inadequate rates.
Types of effects for one-time changes
Direct effects are the direct and obvious impacts to
premiums, losses, or expenses resulting from the change, all else being equal.
Indirect effects are the impacts to premiums, losses, or expenses from changes in human behavior that are
consequences of the one-time change.
Why direct effects of coverage increases on losses are
difficult to quantify
Historical losses may have been capped at lower levels of coverage, or a coverage may not have existed historically.
3 ways to calculate the direct effect of a coverage
change on losses
2 methods to on-level premiums
Advantages and disadvantages of Extension of
Exposures method
The advantage is that it is the most accurate method. The challenges include getting the detailed data, the computing power this may require, the need to make assumptions for new rating variables with no historical data, and it may be difficult to incorporate changes in schedule rating guidelines for commercial lines of business.
Advantages and disadvantages of Parallelogram
method
The advantage is that it is quicker to calculate. The disadvantages are that it assumes policies are written evenly throughout the historical period, and that aggregate on-level factors produced by this method may not be appropriate for class level ratemaking.
Ways to correct for uneven writings with
parallelogram method
Use shorter time periods (e.g., quarters instead of years) to reduce the inaccuracy.
A more accurate way is to aggregate historical data by rate level.
Parallelogram method assumption for Losses
That losses are uniformly distributed over the historical
period being used.
Two ways that a benefit change can apply to losses